Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 626.5 KiB |
| Average record size in memory | 641.5 B |
Variable types
| Text | 3 |
|---|---|
| Numeric | 4 |
| Categorical | 5 |
| DateTime | 1 |
| Boolean | 1 |
Transaction ID has unique values | Unique |
Reproduction
| Analysis started | 2025-02-14 13:06:13.937430 |
|---|---|
| Analysis finished | 2025-02-14 13:06:16.621609 |
| Duration | 2.68 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Transaction ID
Text
Unique
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 68.5 KiB |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Unique
| Unique | 1000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | TXN9520068950 |
|---|---|
| 2nd row | TXN9412011085 |
| 3rd row | TXN4407425052 |
| 4th row | TXN2214150284 |
| 5th row | TXN4247571145 |
| Value | Count | Frequency (%) |
| txn9520068950 | 1 | 0.1% |
| txn5194651812 | 1 | 0.1% |
| txn3914566506 | 1 | 0.1% |
| txn7538176865 | 1 | 0.1% |
| txn4407425052 | 1 | 0.1% |
| txn2214150284 | 1 | 0.1% |
| txn4247571145 | 1 | 0.1% |
| txn2515439857 | 1 | 0.1% |
| txn2169752734 | 1 | 0.1% |
| txn3109277527 | 1 | 0.1% |
| Other values (990) | 990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 9 | 1058 | 8.1% |
| 6 | 1026 | 7.9% |
| 2 | 1023 | 7.9% |
| 4 | 1021 | 7.9% |
| 8 | 1020 | 7.8% |
| 7 | 1002 | 7.7% |
| T | 1000 | 7.7% |
| X | 1000 | 7.7% |
| N | 1000 | 7.7% |
| 1 | 999 | 7.7% |
| Other values (3) | 2851 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 9 | 1058 | 8.1% |
| 6 | 1026 | 7.9% |
| 2 | 1023 | 7.9% |
| 4 | 1021 | 7.9% |
| 8 | 1020 | 7.8% |
| 7 | 1002 | 7.7% |
| T | 1000 | 7.7% |
| X | 1000 | 7.7% |
| N | 1000 | 7.7% |
| 1 | 999 | 7.7% |
| Other values (3) | 2851 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 9 | 1058 | 8.1% |
| 6 | 1026 | 7.9% |
| 2 | 1023 | 7.9% |
| 4 | 1021 | 7.9% |
| 8 | 1020 | 7.8% |
| 7 | 1002 | 7.7% |
| T | 1000 | 7.7% |
| X | 1000 | 7.7% |
| N | 1000 | 7.7% |
| 1 | 999 | 7.7% |
| Other values (3) | 2851 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 9 | 1058 | 8.1% |
| 6 | 1026 | 7.9% |
| 2 | 1023 | 7.9% |
| 4 | 1021 | 7.9% |
| 8 | 1020 | 7.8% |
| 7 | 1002 | 7.7% |
| T | 1000 | 7.7% |
| X | 1000 | 7.7% |
| N | 1000 | 7.7% |
| 1 | 999 | 7.7% |
| Other values (3) | 2851 |
| Distinct | 994 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 988 ? |
|---|---|
| Unique (%) | 98.8% |
Sample
| 1st row | ACC14994 |
|---|---|
| 2nd row | ACC58958 |
| 3rd row | ACC56321 |
| 4th row | ACC48650 |
| 5th row | ACC60921 |
| Value | Count | Frequency (%) |
| acc37810 | 2 | 0.2% |
| acc89865 | 2 | 0.2% |
| acc75741 | 2 | 0.2% |
| acc71245 | 2 | 0.2% |
| acc50985 | 2 | 0.2% |
| acc82828 | 2 | 0.2% |
| acc10284 | 1 | 0.1% |
| acc39081 | 1 | 0.1% |
| acc62917 | 1 | 0.1% |
| acc11156 | 1 | 0.1% |
| Other values (984) | 984 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 8 | 536 | 6.7% |
| 4 | 524 | 6.6% |
| 3 | 520 | 6.5% |
| 5 | 519 | 6.5% |
| 2 | 510 | 6.4% |
| 7 | 507 | 6.3% |
| 9 | 499 | 6.2% |
| 1 | 492 | 6.2% |
| Other values (2) | 893 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 8 | 536 | 6.7% |
| 4 | 524 | 6.6% |
| 3 | 520 | 6.5% |
| 5 | 519 | 6.5% |
| 2 | 510 | 6.4% |
| 7 | 507 | 6.3% |
| 9 | 499 | 6.2% |
| 1 | 492 | 6.2% |
| Other values (2) | 893 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 8 | 536 | 6.7% |
| 4 | 524 | 6.6% |
| 3 | 520 | 6.5% |
| 5 | 519 | 6.5% |
| 2 | 510 | 6.4% |
| 7 | 507 | 6.3% |
| 9 | 499 | 6.2% |
| 1 | 492 | 6.2% |
| Other values (2) | 893 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 8 | 536 | 6.7% |
| 4 | 524 | 6.6% |
| 3 | 520 | 6.5% |
| 5 | 519 | 6.5% |
| 2 | 510 | 6.4% |
| 7 | 507 | 6.3% |
| 9 | 499 | 6.2% |
| 1 | 492 | 6.2% |
| Other values (2) | 893 |
| Distinct | 994 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.6 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 988 ? |
|---|---|
| Unique (%) | 98.8% |
Sample
| 1st row | ACC16656 |
|---|---|
| 2nd row | ACC32826 |
| 3rd row | ACC92481 |
| 4th row | ACC76457 |
| 5th row | ACC11419 |
| Value | Count | Frequency (%) |
| acc51253 | 2 | 0.2% |
| acc85405 | 2 | 0.2% |
| acc76710 | 2 | 0.2% |
| acc51744 | 2 | 0.2% |
| acc36934 | 2 | 0.2% |
| acc17647 | 2 | 0.2% |
| acc93536 | 1 | 0.1% |
| acc77317 | 1 | 0.1% |
| acc57086 | 1 | 0.1% |
| acc27800 | 1 | 0.1% |
| Other values (984) | 984 |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 3 | 553 | 6.9% |
| 1 | 539 | 6.7% |
| 7 | 523 | 6.5% |
| 6 | 511 | 6.4% |
| 8 | 510 | 6.4% |
| 2 | 506 | 6.3% |
| 5 | 501 | 6.3% |
| 4 | 499 | 6.2% |
| Other values (2) | 858 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 3 | 553 | 6.9% |
| 1 | 539 | 6.7% |
| 7 | 523 | 6.5% |
| 6 | 511 | 6.4% |
| 8 | 510 | 6.4% |
| 2 | 506 | 6.3% |
| 5 | 501 | 6.3% |
| 4 | 499 | 6.2% |
| Other values (2) | 858 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 3 | 553 | 6.9% |
| 1 | 539 | 6.7% |
| 7 | 523 | 6.5% |
| 6 | 511 | 6.4% |
| 8 | 510 | 6.4% |
| 2 | 506 | 6.3% |
| 5 | 501 | 6.3% |
| 4 | 499 | 6.2% |
| Other values (2) | 858 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 2000 | |
| A | 1000 | |
| 3 | 553 | 6.9% |
| 1 | 539 | 6.7% |
| 7 | 523 | 6.5% |
| 6 | 511 | 6.4% |
| 8 | 510 | 6.4% |
| 2 | 506 | 6.3% |
| 5 | 501 | 6.3% |
| 4 | 499 | 6.2% |
| Other values (2) | 858 |
Transaction Amount
Real number (ℝ)
| Distinct | 998 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 771.16529 |
| Minimum | 51.89 |
|---|---|
| Maximum | 1497.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 51.89 |
|---|---|
| 5-th percentile | 128.5895 |
| Q1 | 423.3475 |
| median | 761.655 |
| Q3 | 1122.6725 |
| 95-th percentile | 1429.7395 |
| Maximum | 1497.76 |
| Range | 1445.87 |
| Interquartile range (IQR) | 699.325 |
Descriptive statistics
| Standard deviation | 411.01925 |
|---|---|
| Coefficient of variation (CV) | 0.53298463 |
| Kurtosis | -1.1621161 |
| Mean | 771.16529 |
| Median Absolute Deviation (MAD) | 351.81 |
| Skewness | 0.0099688101 |
| Sum | 771165.29 |
| Variance | 168936.82 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1449.24 | 2 | 0.2% |
| 802.61 | 2 | 0.2% |
| 495.9 | 1 | 0.1% |
| 1037.73 | 1 | 0.1% |
| 440.3 | 1 | 0.1% |
| 293.9 | 1 | 0.1% |
| 55.17 | 1 | 0.1% |
| 1133.66 | 1 | 0.1% |
| 630.84 | 1 | 0.1% |
| 427.26 | 1 | 0.1% |
| Other values (988) | 988 |
| Value | Count | Frequency (%) |
| 51.89 | 1 | |
| 53.53 | 1 | |
| 54.96 | 1 | |
| 55.17 | 1 | |
| 56.93 | 1 | |
| 58.13 | 1 | |
| 58.69 | 1 | |
| 59.49 | 1 | |
| 59.57 | 1 | |
| 60.88 | 1 |
| Value | Count | Frequency (%) |
| 1497.76 | 1 | |
| 1495.01 | 1 | |
| 1494.2 | 1 | |
| 1494.03 | 1 | |
| 1494.01 | 1 | |
| 1493.86 | 1 | |
| 1493.27 | 1 | |
| 1488.93 | 1 | |
| 1485.37 | 1 | |
| 1485.22 | 1 |
Transaction Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.9 KiB |
| Transfer | |
|---|---|
| Deposit | |
| Withdrawal |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.304 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Deposit |
|---|---|
| 2nd row | Withdrawal |
| 3rd row | Withdrawal |
| 4th row | Transfer |
| 5th row | Deposit |
Common Values
| Value | Count | Frequency (%) |
| Transfer | 374 | |
| Deposit | 316 | |
| Withdrawal | 310 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| transfer | 374 | |
| deposit | 316 | |
| withdrawal | 310 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1058 | |
| a | 994 | |
| s | 690 | 8.3% |
| e | 690 | 8.3% |
| i | 626 | 7.5% |
| t | 626 | 7.5% |
| T | 374 | 4.5% |
| n | 374 | 4.5% |
| f | 374 | 4.5% |
| p | 316 | 3.8% |
| Other values (7) | 2182 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8304 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1058 | |
| a | 994 | |
| s | 690 | 8.3% |
| e | 690 | 8.3% |
| i | 626 | 7.5% |
| t | 626 | 7.5% |
| T | 374 | 4.5% |
| n | 374 | 4.5% |
| f | 374 | 4.5% |
| p | 316 | 3.8% |
| Other values (7) | 2182 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8304 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1058 | |
| a | 994 | |
| s | 690 | 8.3% |
| e | 690 | 8.3% |
| i | 626 | 7.5% |
| t | 626 | 7.5% |
| T | 374 | 4.5% |
| n | 374 | 4.5% |
| f | 374 | 4.5% |
| p | 316 | 3.8% |
| Other values (7) | 2182 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8304 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1058 | |
| a | 994 | |
| s | 690 | 8.3% |
| e | 690 | 8.3% |
| i | 626 | 7.5% |
| t | 626 | 7.5% |
| T | 374 | 4.5% |
| n | 374 | 4.5% |
| f | 374 | 4.5% |
| p | 316 | 3.8% |
| Other values (7) | 2182 |
Timestamp
Date
| Distinct | 60 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| Minimum | 2025-01-17 10:01:00 |
|---|---|
| Maximum | 2025-01-17 11:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Transaction Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.1 KiB |
| Failed | |
|---|---|
| Success |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.487 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Failed |
|---|---|
| 2nd row | Success |
| 3rd row | Failed |
| 4th row | Success |
| 5th row | Success |
Common Values
| Value | Count | Frequency (%) |
| Failed | 513 | |
| Success | 487 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| failed | 513 | |
| success | 487 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1000 | |
| c | 974 | |
| s | 974 | |
| F | 513 | |
| a | 513 | |
| i | 513 | |
| l | 513 | |
| d | 513 | |
| S | 487 | |
| u | 487 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6487 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1000 | |
| c | 974 | |
| s | 974 | |
| F | 513 | |
| a | 513 | |
| i | 513 | |
| l | 513 | |
| d | 513 | |
| S | 487 | |
| u | 487 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6487 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1000 | |
| c | 974 | |
| s | 974 | |
| F | 513 | |
| a | 513 | |
| i | 513 | |
| l | 513 | |
| d | 513 | |
| S | 487 | |
| u | 487 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6487 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1000 | |
| c | 974 | |
| s | 974 | |
| F | 513 | |
| a | 513 | |
| i | 513 | |
| l | 513 | |
| d | 513 | |
| S | 487 | |
| u | 487 |
| Value | Count | Frequency (%) |
| False | 519 | |
| True | 481 |
Geolocation (Latitude/Longitude)
Categorical
| Distinct | 36 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 75.4 KiB |
| 48.8566 N, 139.6917 W | 42 |
|---|---|
| 51.5074 N, 0.1278 W | 38 |
| 55.7558 N, 37.6173 W | 37 |
| 55.7558 N, -74.006 W | 37 |
| 35.6895 N, 2.3522 W | 32 |
| Other values (31) |
Length
| Max length | 22 |
|---|---|
| Median length | 21 |
| Mean length | 20.122 |
| Min length | 19 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 34.0522 N, -74.006 W |
|---|---|
| 2nd row | 35.6895 N, -118.2437 W |
| 3rd row | 48.8566 N, 2.3522 W |
| 4th row | 34.0522 N, -74.006 W |
| 5th row | 55.7558 N, 37.6173 W |
Common Values
| Value | Count | Frequency (%) |
| 48.8566 N, 139.6917 W | 42 | 4.2% |
| 51.5074 N, 0.1278 W | 38 | 3.8% |
| 55.7558 N, 37.6173 W | 37 | 3.7% |
| 55.7558 N, -74.006 W | 37 | 3.7% |
| 35.6895 N, 2.3522 W | 32 | 3.2% |
| 55.7558 N, 2.3522 W | 32 | 3.2% |
| 35.6895 N, -118.2437 W | 31 | 3.1% |
| 51.5074 N, -118.2437 W | 31 | 3.1% |
| 48.8566 N, 0.1278 W | 31 | 3.1% |
| 34.0522 N, 139.6917 W | 31 | 3.1% |
| Other values (26) | 658 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| n | 1000 | |
| w | 1000 | |
| 0.1278 | 183 | 4.6% |
| 48.8566 | 179 | 4.5% |
| 139.6917 | 176 | 4.4% |
| 2.3522 | 175 | 4.4% |
| 55.7558 | 170 | 4.2% |
| 35.6895 | 169 | 4.2% |
| 34.0522 | 166 | 4.2% |
| 51.5074 | 165 | 4.1% |
| Other values (4) | 617 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3000 | ||
| . | 2000 | |
| 5 | 1868 | 9.3% |
| 7 | 1467 | 7.3% |
| 2 | 1343 | 6.7% |
| 1 | 1311 | 6.5% |
| 8 | 1183 | 5.9% |
| 3 | 1150 | 5.7% |
| 6 | 1017 | 5.1% |
| N | 1000 | 5.0% |
| Other values (6) | 4783 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20122 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3000 | ||
| . | 2000 | |
| 5 | 1868 | 9.3% |
| 7 | 1467 | 7.3% |
| 2 | 1343 | 6.7% |
| 1 | 1311 | 6.5% |
| 8 | 1183 | 5.9% |
| 3 | 1150 | 5.7% |
| 6 | 1017 | 5.1% |
| N | 1000 | 5.0% |
| Other values (6) | 4783 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20122 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3000 | ||
| . | 2000 | |
| 5 | 1868 | 9.3% |
| 7 | 1467 | 7.3% |
| 2 | 1343 | 6.7% |
| 1 | 1311 | 6.5% |
| 8 | 1183 | 5.9% |
| 3 | 1150 | 5.7% |
| 6 | 1017 | 5.1% |
| N | 1000 | 5.0% |
| Other values (6) | 4783 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20122 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3000 | ||
| . | 2000 | |
| 5 | 1868 | 9.3% |
| 7 | 1467 | 7.3% |
| 2 | 1343 | 6.7% |
| 1 | 1311 | 6.5% |
| 8 | 1183 | 5.9% |
| 3 | 1150 | 5.7% |
| 6 | 1017 | 5.1% |
| N | 1000 | 5.0% |
| Other values (6) | 4783 |
Device Used
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.1 KiB |
| Mobile | |
|---|---|
| Desktop |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.479 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Desktop |
|---|---|
| 2nd row | Mobile |
| 3rd row | Mobile |
| 4th row | Mobile |
| 5th row | Mobile |
Common Values
| Value | Count | Frequency (%) |
| Mobile | 521 | |
| Desktop | 479 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mobile | 521 | |
| desktop | 479 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1000 | |
| e | 1000 | |
| M | 521 | |
| b | 521 | |
| i | 521 | |
| l | 521 | |
| D | 479 | |
| s | 479 | |
| k | 479 | |
| t | 479 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6479 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1000 | |
| e | 1000 | |
| M | 521 | |
| b | 521 | |
| i | 521 | |
| l | 521 | |
| D | 479 | |
| s | 479 | |
| k | 479 | |
| t | 479 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6479 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1000 | |
| e | 1000 | |
| M | 521 | |
| b | 521 | |
| i | 521 | |
| l | 521 | |
| D | 479 | |
| s | 479 | |
| k | 479 | |
| t | 479 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6479 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1000 | |
| e | 1000 | |
| M | 521 | |
| b | 521 | |
| i | 521 | |
| l | 521 | |
| D | 479 | |
| s | 479 | |
| k | 479 | |
| t | 479 |
Network Slice ID
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 61.7 KiB |
| Slice2 | |
|---|---|
| Slice3 | |
| Slice1 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Slice3 |
|---|---|
| 2nd row | Slice2 |
| 3rd row | Slice1 |
| 4th row | Slice3 |
| 5th row | Slice3 |
Common Values
| Value | Count | Frequency (%) |
| Slice2 | 340 | |
| Slice3 | 337 | |
| Slice1 | 323 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| slice2 | 340 | |
| slice3 | 337 | |
| slice1 | 323 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1000 | |
| l | 1000 | |
| i | 1000 | |
| c | 1000 | |
| e | 1000 | |
| 2 | 340 | 5.7% |
| 3 | 337 | 5.6% |
| 1 | 323 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| l | 1000 | |
| i | 1000 | |
| c | 1000 | |
| e | 1000 | |
| 2 | 340 | 5.7% |
| 3 | 337 | 5.6% |
| 1 | 323 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| l | 1000 | |
| i | 1000 | |
| c | 1000 | |
| e | 1000 | |
| 2 | 340 | 5.7% |
| 3 | 337 | 5.6% |
| 1 | 323 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| l | 1000 | |
| i | 1000 | |
| c | 1000 | |
| e | 1000 | |
| 2 | 340 | 5.7% |
| 3 | 337 | 5.6% |
| 1 | 323 | 5.4% |
Latency (ms)
Real number (ℝ)
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.688 |
| Minimum | 3 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 12 |
| Q3 | 16 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 17 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.131958 |
|---|---|
| Coefficient of variation (CV) | 0.43907923 |
| Kurtosis | -1.1932584 |
| Mean | 11.688 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | -0.035953025 |
| Sum | 11688 |
| Variance | 26.336993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 15 | 74 | 7.4% |
| 19 | 65 | 6.5% |
| 7 | 64 | 6.4% |
| 10 | 63 | 6.3% |
| 6 | 63 | 6.3% |
| 17 | 62 | 6.2% |
| 11 | 61 | 6.1% |
| 9 | 59 | 5.9% |
| 14 | 54 | 5.4% |
| 13 | 54 | 5.4% |
| Other values (8) | 381 |
| Value | Count | Frequency (%) |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 42 | |
| 6 | 63 | |
| 7 | 64 | |
| 8 | 44 | |
| 9 | 59 | |
| 10 | 63 | |
| 11 | 61 | |
| 12 | 43 |
| Value | Count | Frequency (%) |
| 20 | 53 | |
| 19 | 65 | |
| 18 | 51 | |
| 17 | 62 | |
| 16 | 48 | |
| 15 | 74 | |
| 14 | 54 | |
| 13 | 54 | |
| 12 | 43 | |
| 11 | 61 |
Slice Bandwidth (Mbps)
Real number (ℝ)
| Distinct | 199 |
|---|---|
| Distinct (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 148.511 |
| Minimum | 50 |
|---|---|
| Maximum | 250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 61 |
| Q1 | 98 |
| median | 148 |
| Q3 | 198.25 |
| 95-th percentile | 240.05 |
| Maximum | 250 |
| Range | 200 |
| Interquartile range (IQR) | 100.25 |
Descriptive statistics
| Standard deviation | 57.78634 |
|---|---|
| Coefficient of variation (CV) | 0.38910478 |
| Kurtosis | -1.2178153 |
| Mean | 148.511 |
| Median Absolute Deviation (MAD) | 50 |
| Skewness | 0.077265804 |
| Sum | 148511 |
| Variance | 3339.2611 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 132 | 12 | 1.2% |
| 99 | 11 | 1.1% |
| 150 | 10 | 1.0% |
| 94 | 10 | 1.0% |
| 247 | 9 | 0.9% |
| 173 | 9 | 0.9% |
| 153 | 9 | 0.9% |
| 244 | 9 | 0.9% |
| 181 | 9 | 0.9% |
| 214 | 9 | 0.9% |
| Other values (189) | 903 |
| Value | Count | Frequency (%) |
| 50 | 1 | 0.1% |
| 51 | 2 | 0.2% |
| 52 | 5 | |
| 53 | 2 | 0.2% |
| 54 | 7 | |
| 55 | 5 | |
| 56 | 6 | |
| 57 | 5 | |
| 58 | 3 | |
| 59 | 6 |
| Value | Count | Frequency (%) |
| 250 | 6 | |
| 249 | 3 | 0.3% |
| 248 | 6 | |
| 247 | 9 | |
| 246 | 3 | 0.3% |
| 245 | 1 | 0.1% |
| 244 | 9 | |
| 243 | 8 | |
| 242 | 1 | 0.1% |
| 241 | 4 |
PIN Code
Real number (ℝ)
| Distinct | 948 |
|---|---|
| Distinct (%) | 94.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5458.666 |
| Minimum | 1000 |
|---|---|
| Maximum | 9999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1406.7 |
| Q1 | 3281.75 |
| median | 5385.5 |
| Q3 | 7535 |
| 95-th percentile | 9622 |
| Maximum | 9999 |
| Range | 8999 |
| Interquartile range (IQR) | 4253.25 |
Descriptive statistics
| Standard deviation | 2603.0365 |
|---|---|
| Coefficient of variation (CV) | 0.47686311 |
| Kurtosis | -1.1508739 |
| Mean | 5458.666 |
| Median Absolute Deviation (MAD) | 2129 |
| Skewness | 0.03867808 |
| Sum | 5458666 |
| Variance | 6775798.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3751 | 3 | 0.3% |
| 3996 | 2 | 0.2% |
| 4478 | 2 | 0.2% |
| 4457 | 2 | 0.2% |
| 7420 | 2 | 0.2% |
| 2084 | 2 | 0.2% |
| 5084 | 2 | 0.2% |
| 6648 | 2 | 0.2% |
| 9950 | 2 | 0.2% |
| 6972 | 2 | 0.2% |
| Other values (938) | 979 |
| Value | Count | Frequency (%) |
| 1000 | 2 | |
| 1009 | 1 | |
| 1010 | 1 | |
| 1035 | 1 | |
| 1038 | 1 | |
| 1039 | 1 | |
| 1061 | 1 | |
| 1066 | 1 | |
| 1076 | 1 | |
| 1094 | 1 |
| Value | Count | Frequency (%) |
| 9999 | 1 | |
| 9997 | 1 | |
| 9996 | 1 | |
| 9988 | 1 | |
| 9983 | 1 | |
| 9976 | 1 | |
| 9961 | 1 | |
| 9953 | 2 | |
| 9952 | 1 | |
| 9950 | 2 |
Interactions
Correlations
| Device Used | Fraud Flag | Geolocation (Latitude/Longitude) | Latency (ms) | Network Slice ID | PIN Code | Slice Bandwidth (Mbps) | Transaction Amount | Transaction Status | Transaction Type | |
|---|---|---|---|---|---|---|---|---|---|---|
| Device Used | 1.000 | 0.055 | 0.000 | 0.000 | 0.077 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 |
| Fraud Flag | 0.055 | 1.000 | 0.101 | 0.000 | 0.026 | 0.087 | 0.046 | 0.051 | 0.000 | 0.047 |
| Geolocation (Latitude/Longitude) | 0.000 | 0.101 | 1.000 | 0.063 | 0.075 | 0.054 | 0.043 | 0.025 | 0.076 | 0.000 |
| Latency (ms) | 0.000 | 0.000 | 0.063 | 1.000 | 0.000 | 0.002 | 0.065 | -0.027 | 0.000 | 0.000 |
| Network Slice ID | 0.077 | 0.026 | 0.075 | 0.000 | 1.000 | 0.034 | 0.062 | 0.000 | 0.000 | 0.016 |
| PIN Code | 0.000 | 0.087 | 0.054 | 0.002 | 0.034 | 1.000 | -0.002 | -0.045 | 0.030 | 0.000 |
| Slice Bandwidth (Mbps) | 0.031 | 0.046 | 0.043 | 0.065 | 0.062 | -0.002 | 1.000 | 0.008 | 0.000 | 0.041 |
| Transaction Amount | 0.000 | 0.051 | 0.025 | -0.027 | 0.000 | -0.045 | 0.008 | 1.000 | 0.064 | 0.056 |
| Transaction Status | 0.000 | 0.000 | 0.076 | 0.000 | 0.000 | 0.030 | 0.000 | 0.064 | 1.000 | 0.000 |
| Transaction Type | 0.000 | 0.047 | 0.000 | 0.000 | 0.016 | 0.000 | 0.041 | 0.056 | 0.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Transaction ID | Sender Account ID | Receiver Account ID | Transaction Amount | Transaction Type | Timestamp | Transaction Status | Fraud Flag | Geolocation (Latitude/Longitude) | Device Used | Network Slice ID | Latency (ms) | Slice Bandwidth (Mbps) | PIN Code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | TXN9520068950 | ACC14994 | ACC16656 | 495.90 | Deposit | 2025-01-17 10:14:00 | Failed | True | 34.0522 N, -74.006 W | Desktop | Slice3 | 10 | 179 | 3075 |
| 1 | TXN9412011085 | ACC58958 | ACC32826 | 529.62 | Withdrawal | 2025-01-17 10:51:00 | Success | False | 35.6895 N, -118.2437 W | Mobile | Slice2 | 11 | 89 | 2369 |
| 2 | TXN4407425052 | ACC56321 | ACC92481 | 862.47 | Withdrawal | 2025-01-17 10:50:00 | Failed | False | 48.8566 N, 2.3522 W | Mobile | Slice1 | 4 | 53 | 8039 |
| 3 | TXN2214150284 | ACC48650 | ACC76457 | 1129.88 | Transfer | 2025-01-17 10:56:00 | Success | True | 34.0522 N, -74.006 W | Mobile | Slice3 | 10 | 127 | 6374 |
| 4 | TXN4247571145 | ACC60921 | ACC11419 | 933.24 | Deposit | 2025-01-17 10:25:00 | Success | True | 55.7558 N, 37.6173 W | Mobile | Slice3 | 20 | 191 | 8375 |
| 5 | TXN2515439857 | ACC18381 | ACC76710 | 449.56 | Withdrawal | 2025-01-17 10:01:00 | Failed | False | 35.6895 N, 139.6917 W | Desktop | Slice1 | 14 | 191 | 4779 |
| 6 | TXN2169752734 | ACC43792 | ACC51105 | 72.97 | Withdrawal | 2025-01-17 10:25:00 | Success | True | 55.7558 N, 2.3522 W | Mobile | Slice2 | 5 | 216 | 4347 |
| 7 | TXN3109277527 | ACC48227 | ACC93536 | 1135.80 | Deposit | 2025-01-17 10:56:00 | Failed | True | 48.8566 N, -118.2437 W | Mobile | Slice2 | 11 | 69 | 8607 |
| 8 | TXN4541918858 | ACC10284 | ACC24018 | 1154.59 | Withdrawal | 2025-01-17 10:38:00 | Success | False | 40.7128 N, -118.2437 W | Mobile | Slice2 | 6 | 151 | 1841 |
| 9 | TXN4229370499 | ACC11531 | ACC53580 | 683.48 | Transfer | 2025-01-17 10:55:00 | Success | True | 34.0522 N, 2.3522 W | Mobile | Slice1 | 19 | 213 | 4495 |
| Transaction ID | Sender Account ID | Receiver Account ID | Transaction Amount | Transaction Type | Timestamp | Transaction Status | Fraud Flag | Geolocation (Latitude/Longitude) | Device Used | Network Slice ID | Latency (ms) | Slice Bandwidth (Mbps) | PIN Code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | TXN2679491739 | ACC69673 | ACC60940 | 919.35 | Deposit | 2025-01-17 10:52:00 | Failed | False | 48.8566 N, 37.6173 W | Mobile | Slice1 | 17 | 210 | 8981 |
| 991 | TXN6073923771 | ACC31273 | ACC75160 | 1285.80 | Withdrawal | 2025-01-17 10:17:00 | Failed | True | 34.0522 N, 2.3522 W | Desktop | Slice2 | 7 | 87 | 4938 |
| 992 | TXN9550044170 | ACC45335 | ACC10363 | 1098.28 | Deposit | 2025-01-17 10:39:00 | Success | True | 35.6895 N, 139.6917 W | Desktop | Slice3 | 12 | 199 | 2084 |
| 993 | TXN2106828046 | ACC68992 | ACC32882 | 236.29 | Transfer | 2025-01-17 10:43:00 | Success | False | 51.5074 N, -118.2437 W | Desktop | Slice2 | 20 | 169 | 8004 |
| 994 | TXN9649254386 | ACC13948 | ACC71806 | 378.90 | Transfer | 2025-01-17 10:36:00 | Success | False | 48.8566 N, 0.1278 W | Mobile | Slice2 | 10 | 104 | 4527 |
| 995 | TXN7395336359 | ACC79886 | ACC14903 | 1340.76 | Transfer | 2025-01-17 10:49:00 | Success | False | 35.6895 N, -118.2437 W | Mobile | Slice2 | 19 | 224 | 9766 |
| 996 | TXN2215717837 | ACC95972 | ACC50750 | 483.36 | Withdrawal | 2025-01-17 11:00:00 | Failed | True | 55.7558 N, 37.6173 W | Mobile | Slice2 | 12 | 56 | 1009 |
| 997 | TXN1676848215 | ACC95938 | ACC18507 | 199.81 | Withdrawal | 2025-01-17 10:54:00 | Success | False | 34.0522 N, 139.6917 W | Desktop | Slice1 | 14 | 151 | 9301 |
| 998 | TXN2479413280 | ACC76523 | ACC95234 | 1341.86 | Transfer | 2025-01-17 10:59:00 | Success | True | 51.5074 N, 139.6917 W | Mobile | Slice3 | 8 | 95 | 4038 |
| 999 | TXN3992032184 | ACC16789 | ACC21980 | 495.36 | Transfer | 2025-01-17 10:02:00 | Failed | False | 55.7558 N, -74.006 W | Mobile | Slice2 | 5 | 155 | 9888 |